Dynamic pressure control for processing chambers implementing real-time learning

    公开(公告)号:US11869754B2

    公开(公告)日:2024-01-09

    申请号:US16563352

    申请日:2019-09-06

    Abstract: System and methods of improving dynamic pressure response during recipe step transitions. An exemplary method may include changing at least one of a plurality of recipe parameters in accordance with a processing recipe while running the processing recipe on a semiconductor substrate in a processing chamber. The method may further include measuring a pressure response in the processing chamber responsive to the changing of the at least one of the plurality of recipe parameters, and determining a response error based on the pressure response and a model pressure response calculated based on the processing recipe. The method may further include, in response to determining that the response error may be greater than a threshold value, calculating an adjustment to an operation of a valve downstream of the processing chamber when changing the at least one of the plurality of recipe parameters in accordance with the processing recipe in subsequent runs.

    DYNAMIC PRESSURE CONTROL FOR PROCESSING CHAMBERS IMPLEMENTING REAL-TIME LEARNING

    公开(公告)号:US20210074526A1

    公开(公告)日:2021-03-11

    申请号:US16563352

    申请日:2019-09-06

    Abstract: System and methods of improving dynamic pressure response during recipe step transitions. An exemplary method may include changing at least one of a plurality of recipe parameters in accordance with a processing recipe while running the processing recipe on a semiconductor substrate in a processing chamber. The method may further include measuring a pressure response in the processing chamber responsive to the changing of the at least one of the plurality of recipe parameters, and determining a response error based on the pressure response and a model pressure response calculated based on the processing recipe. The method may further include, in response to determining that the response error may be greater than a threshold value, calculating an adjustment to an operation of a valve downstream of the processing chamber when changing the at least one of the plurality of recipe parameters in accordance with the processing recipe in subsequent runs.

    Real-time anomaly detection and classification during semiconductor processing

    公开(公告)号:US11556117B2

    公开(公告)日:2023-01-17

    申请号:US16659557

    申请日:2019-10-21

    Abstract: A method of detecting and classifying anomalies during semiconductor processing includes executing a wafer recipe a semiconductor processing system to process a semiconductor wafer; monitoring sensor outputs from a sensors that monitor conditions associated with the semiconductor processing system; providing the sensor outputs to models trained to identify when the conditions associated with the semiconductor processing system indicate a fault in the semiconductor wafer; receiving an indication of a fault from at least one of the models; and generating a fault output in response to receiving the indication of the fault.

    DYNAMIC PRESSURE CONTROL FOR PROCESSING CHAMBERS IMPLEMENTING REAL-TIME LEARNING

    公开(公告)号:US20240153750A1

    公开(公告)日:2024-05-09

    申请号:US18408313

    申请日:2024-01-09

    Abstract: System and methods of improving dynamic pressure response during recipe step transitions. An exemplary method may include changing at least one of a plurality of recipe parameters in accordance with a processing recipe while running the processing recipe on a semiconductor substrate in a processing chamber. The method may further include measuring a pressure response in the processing chamber responsive to the changing of the at least one of the plurality of recipe parameters, and determining a response error based on the pressure response and a model pressure response calculated based on the processing recipe. The method may further include, in response to determining that the response error may be greater than a threshold value, calculating an adjustment to an operation of a valve downstream of the processing chamber when changing the at least one of the plurality of recipe parameters in accordance with the processing recipe in subsequent runs.

    REAL-TIME ANOMALY DETECTION AND CLASSIFICATION DURING SEMICONDUCTOR PROCESSING

    公开(公告)号:US20210116896A1

    公开(公告)日:2021-04-22

    申请号:US16659557

    申请日:2019-10-21

    Abstract: A method of detecting and classifying anomalies during semiconductor processing includes executing a wafer recipe a semiconductor processing system to process a semiconductor wafer; monitoring sensor outputs from a sensors that monitor conditions associated with the semiconductor processing system; providing the sensor outputs to models trained to identify when the conditions associated with the semiconductor processing system indicate a fault in the semiconductor wafer; receiving an indication of a fault from at least one of the models; and generating a fault output in response to receiving the indication of the fault.

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